{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3e808c06",
   "metadata": {},
   "source": [
    "# 数据增强\n",
    "在处理图像、文本、音频等不同数据时，通常需要用到一些数据处理增强操作，MindSpore提供了`transforms`模块用于执行这些操作。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8d026f1",
   "metadata": {},
   "source": [
    "我们以CIFAR-10数据集为例，我们使用`mindvision.dataset`中的`DownLoad`接口从网上下载图像数据集："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b9057687",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "170052608B [03:27, 817877.29B/s]                                                                                       \n"
     ]
    }
   ],
   "source": [
    "from mindvision.dataset import DownLoad \n",
    "dl = DownLoad()\n",
    "\n",
    "cifar10_path = \"./cifar10\"\n",
    "cifar10_url = \"https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/cifar-10-binary.tar.gz\"\n",
    "\n",
    "dl.download_and_extract_archive(url=cifar10_url, download_path=cifar10_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef8a7fd1",
   "metadata": {},
   "source": [
    "`mindspore.dataset`中提供了各种常见数据集的数据处理接口，我们使用`mindspore.dataset.Cifar10Dataset`来加载处理CIFAR-10数据集："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "70248837",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CIFAR-10  shape: (32, 32, 3) label: 0\n",
      "CIFAR-10  shape: (32, 32, 3) label: 4\n",
      "CIFAR-10  shape: (32, 32, 3) label: 5\n",
      "CIFAR-10  shape: (32, 32, 3) label: 9\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import mindspore.dataset as ds\n",
    "\n",
    "data_dir = \"./cifar10/cifar-10-batches-bin/\"\n",
    "\n",
    "# 加载数据集\n",
    "dataset = ds.Cifar10Dataset(data_dir, num_samples=4)\n",
    "\n",
    "# 打印结果\n",
    "def printDataset(dataset_list, name_list):\n",
    "    \"\"\"显示数据集\"\"\"\n",
    "    dataset_sizes = []\n",
    "    for dataset in dataset_list:\n",
    "        dataset_sizes.append(dataset.get_dataset_size())\n",
    "    row = len(dataset_list)      # 画布行数\n",
    "    column = max(dataset_sizes)  # 画布列数\n",
    "    pos = 1\n",
    "    for i in range(row):\n",
    "        for data in dataset_list[i].create_dict_iterator(output_numpy=True):\n",
    "            plt.subplot(row, column, pos)                          # 显示位置\n",
    "            plt.imshow(data['image'].squeeze(), cmap=plt.cm.gray)  # 显示内容\n",
    "            plt.title(data['label'])                               # 显示标题\n",
    "            print(name_list[i], \" shape:\", data['image'].shape, \"label:\", data['label'])\n",
    "            pos = pos + 1\n",
    "        pos = column * (i + 1) + 1\n",
    "        \n",
    "printDataset([dataset], ['CIFAR-10'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15c5df49",
   "metadata": {},
   "source": [
    "## mindspore.dataset.transforms模块\n",
    "`transforms`模块支持一系列通用数据增强操作。其中部分操作使用C++实现以获得更好的性能；另一些操作使用Python实现，如基于NumPy实现。详情可查看官方文档，这里我们主要介绍图像处理。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60b03ebc",
   "metadata": {},
   "source": [
    "## mindspore.dataset.vision模块\n",
    "`vision`模块支持一系列图像数据增强操作。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e6c7d19",
   "metadata": {},
   "source": [
    "### RandomCrop\n",
    "`RandomCrop`操作对输入图像进行在随机位置的裁剪。\n",
    "\n",
    "参数说明：\n",
    "\n",
    "- `size`：裁剪图像的尺寸。\n",
    "\n",
    "- `padding`：填充的像素数量。\n",
    "\n",
    "- `pad_if_needed`：原图小于裁剪尺寸时，是否需要填充。\n",
    "\n",
    "- `fill_value`：在常量填充模式时使用的填充值。\n",
    "\n",
    "- `padding_mode`：填充模式。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fee9492f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "old image  shape: (32, 32, 3) label: 6\n",
      "old image  shape: (32, 32, 3) label: 9\n",
      "old image  shape: (32, 32, 3) label: 9\n",
      "old image  shape: (32, 32, 3) label: 4\n",
      "new image  shape: (10, 10, 3) label: 6\n",
      "new image  shape: (10, 10, 3) label: 9\n",
      "new image  shape: (10, 10, 3) label: 9\n",
      "new image  shape: (10, 10, 3) label: 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mindspore.dataset.vision as vision\n",
    "ds.config.set_seed(0)\n",
    "\n",
    "sampler = ds.SequentialSampler(num_samples=4)\n",
    "dataset = ds.Cifar10Dataset(data_dir, sampler=sampler)\n",
    "# 用RandomCrop对原图进行10*10的随机裁剪操作\n",
    "random_crop = vision.RandomCrop([10, 10])\n",
    "new_dataset = dataset.map(operations=random_crop, input_columns=[\"image\"])\n",
    "\n",
    "printDataset([dataset, new_dataset], ['old image', 'new image'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db41eca4",
   "metadata": {},
   "source": [
    "### RandomHorizontalFlip\n",
    "\n",
    "`RandomHorizontalFlip`操作对输入图像进行随机水平翻转。\n",
    "\n",
    "参数说明：\n",
    "\n",
    "- `prob`: 单张图片发生翻转的概率。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "73a5d2b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "old image  shape: (32, 32, 3) label: 1\n",
      "old image  shape: (32, 32, 3) label: 6\n",
      "old image  shape: (32, 32, 3) label: 7\n",
      "old image  shape: (32, 32, 3) label: 0\n",
      "new image  shape: (32, 32, 3) label: 1\n",
      "new image  shape: (32, 32, 3) label: 6\n",
      "new image  shape: (32, 32, 3) label: 7\n",
      "new image  shape: (32, 32, 3) label: 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds.config.set_seed(0)\n",
    "sampler = ds.RandomSampler(num_samples=4)\n",
    "dataset = ds.Cifar10Dataset(data_dir, sampler=sampler)\n",
    "\n",
    "random_horizontal_flip = vision.RandomHorizontalFlip(prob=1)\n",
    "new_dataset = dataset.map(operations=random_horizontal_flip, input_columns=[\"image\"])\n",
    "\n",
    "printDataset([dataset, new_dataset], ['old image', 'new image'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e444a733",
   "metadata": {},
   "source": [
    "### Resize\n",
    "\n",
    "`Resize`操作对输入图像进行缩放。\n",
    "\n",
    "参数说明：\n",
    "\n",
    "- `size`：缩放的目标大小。\n",
    "- `interpolation`：缩放时采用的插值方式。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "730ad3ef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "old image  shape: (32, 32, 3) label: 1\n",
      "old image  shape: (32, 32, 3) label: 6\n",
      "old image  shape: (32, 32, 3) label: 7\n",
      "old image  shape: (32, 32, 3) label: 0\n",
      "new image  shape: (200, 200, 3) label: 1\n",
      "new image  shape: (200, 200, 3) label: 6\n",
      "new image  shape: (200, 200, 3) label: 7\n",
      "new image  shape: (200, 200, 3) label: 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds.config.set_seed(0)\n",
    "sampler = ds.RandomSampler(num_samples=4)\n",
    "dataset = ds.Cifar10Dataset(data_dir, sampler=sampler)\n",
    "\n",
    "resize = vision.Resize(size=[200, 200])\n",
    "new_dataset = dataset.map(operations=resize, input_columns=[\"image\"])\n",
    "\n",
    "printDataset([dataset, new_dataset], ['old image', 'new image'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70d12cf2",
   "metadata": {},
   "source": [
    "### Invert\n",
    "\n",
    "`Invert`操作对输入图像进行反相处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "37edc056",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "old image  shape: (32, 32, 3) label: 1\n",
      "old image  shape: (32, 32, 3) label: 6\n",
      "old image  shape: (32, 32, 3) label: 7\n",
      "old image  shape: (32, 32, 3) label: 0\n",
      "new image  shape: (32, 32, 3) label: 1\n",
      "new image  shape: (32, 32, 3) label: 6\n",
      "new image  shape: (32, 32, 3) label: 7\n",
      "new image  shape: (32, 32, 3) label: 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds.config.set_seed(0)\n",
    "sampler = ds.RandomSampler(num_samples=4)\n",
    "dataset = ds.Cifar10Dataset(data_dir, sampler=sampler)\n",
    "\n",
    "invert = vision.Invert()\n",
    "new_dataset = dataset.map(operations=invert, input_columns=[\"image\"])\n",
    "\n",
    "printDataset([dataset, new_dataset], ['old image', 'new image'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da02c48f",
   "metadata": {},
   "source": [
    "## mindspore.dataset.text\n",
    "`text`模块支持一系列文本增强处理操作，可查看官方文档，这里不做演示。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mindspore",
   "language": "python",
   "name": "mindvision"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
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